The number of active monthly users of the commission-free trading app Robinhood grew steadily since 2014, even though the app did not officially launch until mid-2015. The number of users grew from ************** in 2014 up to **** million, reaching a peak in 2021. While the number of active monthly users now rests at under ** million, the average revenue per user (ARPU) has increased. The app’s net revenue did also grow steadily since its official launch, reaching *** million U.S. dollars as of 2023. Robinhood and the GameStop story Robinhood was a key player in the GameStop story in January 2021, when they restricted the trading of GameStop stocks for a few days. The platform with its commission-free trading is known to be “for the young and poor," and their trading halt caused a lot of anger among its users, who called it market manipulation and claimed the company was helping the hedge funds. Did the GameStop story affect the number of downloads? The number of downloads of the Robinhood app increased markedly in April 2021. The number of downloads grew by almost **** times compared to the previous month, reaching around **** million downloads from the Google Play Store and Apple App Store in April 2021. This increase shows that the app had a central role for the GameStop stocks, where young investors saw an opportunity to make money with commission-free trades.

Total-Assets Time Series for Robinhood Markets Inc. Robinhood Markets, Inc. operates financial services platform in the United States. Its platform allows users to invest in stocks, exchange-traded funds (ETFs), American depository receipts, options, gold, and cryptocurrencies. The company offers fractional trading, recurring investments, fully-paid securities lending, access to investing on margin, cash sweep, instant withdrawals, retirement program, around-the-clock trading, joint investing accounts, event contracts, and future contract services. It also provides various learning and education solutions comprise Snacks, an accessible digest of business news stories for a new generation of investors.; Learn, which is an online collection of guides, feature tutorials, and financial dictionary; Newsfeeds that offer access to free, premium news from sites from various sites, such as Barron's, Reuters, and Dow Jones. In addition, the company offers In-App Education, a resource that covers investing fundamentals, including why people invest, a stock market overview, and tips on how to define investing goals, as well as allows customers to understand the basics of investing before their first trade; and Crypto Learn and Earn, an educational module available to various crypto customers through Robinhood Learn to teach customers the basics related to cryptocurrency. Further, it provides Robinhood credit cards, cash card and spending accounts, and wallets. The company also owns and operates a digital currency marketplace that allows companies and individuals from all around the world to buy and sell bitcoin, litecoin, ethereum, ripple, and bitcoin cash. Robinhood Markets, Inc. was incorporated in 2013 and is headquartered in Menlo Park, California.

Downloads of the trading app Robinhood grew over five times between December 2020 and January 2021, according to Google Play Store and Apple App Store figures. The number grew from around ******* downloads in December 2020 up to around **** million downloads in January 2021. The reason for the increased number of downloads was that the app played a central role in the GameStop story in January 2021, where young investors saw an opportunity to make money on the GameStop stocks with commission-free trades via the Robinhood platform. Popularity of Robinhood Investors' viewpoints are increasingly turning toward the utilization of technology when investing as the majority of wealth management clients worldwide agreed technology has improved investing decision making and allowed for higher efficiency and reduced costs. Robinhood's ease of accessibility to investors and low-cost business model are contributing factors that allowed them to previously outperformed other leading trading apps in the number of monthly active users on their platform. The future of online trading The total net revenue of Robinhood has continued to increase with a large spike in the fourth quarter of 2020. Despite events such as the GameStop story passing, Robinhood`s revenue has continued to grow. Many traditional asset management firms are also beginning to implement technology in their business operations as the technological move becomes more prominent. The global online trading market is forecast to continue to increase in value in the coming years, leaving opportunity for online trading platforms like Robinhood to expand.

Price-To-Cashflow-Ratio Time Series for Robinhood Markets Inc. Robinhood Markets, Inc. operates financial services platform in the United States. Its platform allows users to invest in stocks, exchange-traded funds (ETFs), American depository receipts, options, gold, and cryptocurrencies. The company offers fractional trading, recurring investments, fully-paid securities lending, access to investing on margin, cash sweep, instant withdrawals, retirement program, around-the-clock trading, joint investing accounts, event contracts, and future contract services. It also provides various learning and education solutions comprise Snacks, an accessible digest of business news stories for a new generation of investors.; Learn, which is an online collection of guides, feature tutorials, and financial dictionary; Newsfeeds that offer access to free, premium news from sites from various sites, such as Barron's, Reuters, and Dow Jones. In addition, the company offers In-App Education, a resource that covers investing fundamentals, including why people invest, a stock market overview, and tips on how to define investing goals, as well as allows customers to understand the basics of investing before their first trade; and Crypto Learn and Earn, an educational module available to various crypto customers through Robinhood Learn to teach customers the basics related to cryptocurrency. Further, it provides Robinhood credit cards, cash card and spending accounts, and wallets. The company also owns and operates a digital currency marketplace that allows companies and individuals from all around the world to buy and sell bitcoin, litecoin, ethereum, ripple, and bitcoin cash. Robinhood Markets, Inc. was incorporated in 2013 and is headquartered in Menlo Park, California.

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

Robinhood Markets, Inc. operates financial services platform in the United States. Its platform allows users to invest in stocks, exchange-traded funds (ETFs), options, gold, and cryptocurrencies. The company also offers various learning and education solutions comprise Snacks, a digest of business news stories; Learn, which is a collection of approximately articles, including guides, feature tutorials, and financial dictionary; Newsfeeds that offer access to free premium news from various sites, such as Barron's, Reuters, and The Wall Street Journal; lists and alerts, which allow users to create custom watchlists and alerts to monitor securities, ETFs, and cryptocurrencies, as well as cash management services; and offers First trade recommendations to all new customers who have yet to place a trade. Robinhood Markets, Inc. was incorporated in 2013 and is headquartered in Menlo Park, California.

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Context

Numerous people had asked me to study the role retail trading plays in driving asset prices. Using this as my inspiration, I found a dataset with hourly tick data for ~9,000 stocks and another one with hourly Robinhood user participation data (aka how many Robinhood users own a stock in a particular time period) . Here you will not only find the data used to perform my research, but also a copy of the notebook I ended up using. Excited to see what the community does with this!

Content

2 major sources were used to acquire this data: - Stooq - While not written in English, this website hosts numerous free stock tick datasets. I was able to directionally confirm accuracy of the data vs what my personal brokerage account reported over this time period. I cannot speak to the preciseness of this data. - RobinTrack - This website collects Robinhood user participation data for stocks that trade on their platform. Per Bloomberg, it does appear Robinhood will stop providing access to this data in the near future (as of August 2020)

Additionally, you can find the notebook I used to prepare the research for my article here

The data covers the time period between September 2019 and July 2020.

Understanding the Files

I originally tried to input this information directly in the Data Explorer section but Kaggle kept bugging out.

Robinhood_Master_v1.csv

This is the master dataframe that includes hourly tick and Robinhood user participation data for ~9,000 stocks going back ~1 year - #: Index column; it can be ignored - Clean_Datetime: This column can also be ignored. - Close: Closing price for the stock noted in the Ticker column during this row's time period - High: Highest price reached for the stock noted in the Ticker column during this row's time period - Low: Lowest price reached for the stock noted in the Ticker column during this row's time period - Close: Closing price for the stock noted in the Ticker column during this row's time period - Open: Opening price for the stock noted in the Ticker column during this row's time period - OpenInt: This column can be ignored - its almost all 0 - Ticker: The stock ticker analyzed in a given row. For example, if this shows 'AAPL' then this row is reporting data on Apple stock. - users _ holding _ first: The initial amount of Robinhood users who owned the stock noted in the Ticker column during this row's time period - users _ holding _ last: The final amount of Robinhood users who owned the stock noted in the Ticker column during this row's time period - users _ holding _ max: The highest amount of Robinhood users who owned the stock noted in the Ticker column during this row's time period - users _ holding _ min: The lowest amount of Robinhood users who owned the stock noted in the Ticker column during this row's time period

df_apple_final.csv

This is the pre-processed dataframe that includes the cleaned predictors I used for my Apple time series modeling. All columns (except "y", "Clean _ Datetime _ PST" and "ds") were shifted back 1 day. The idea here is that all predictors need to occur on or before the target data. Otherwise, you end up using future data to predict the past. I'll only describe columns below that are not also found in the master dataframe. - users _ holding _ 1D _ change: the day-over-day change in Robinhood stock ownership for Apple - users _ holding _ 13D _ change: the 13 day change in Robinhood stock ownership for Apple - Open 6D_change: the 6 day change in Apple’s stock market opening price - Open 13D_change: the 13 day change in Apple’s stock market opening price - SPY users _ holding _ 1D _ change: the day-over-day change in Robinhood stock ownership for SPY - SPY Open 1D _ change: the day-over-day change in SPY’s stock market opening price - SPY Open 13D _ change: the 13 day change in SPY’s stock market opening price

custom_functions.py

In my notebook, I had to create a couple custom functions to run the graphs used there (this file is explicitly imported into my notebook with all the other python libraries). If you want to run my notebook, make sure it can find this file so it can run these functions.

In 2022, Robinhood, probably the most well-known online trading platform and neobroker worldwide, had ** million net cumulative funded accounts, with **** million active users on average. Robinhood users committed approximately ** billion U.S. dollars to invest on the trading app.

Based on monthly active users, Robinhood is by far the most popular eTrading app in the United States. As of July 2021, there were over *** million Robinhood users - more than ***** times the users of ************* WeBull. User numbers spiked in early 2021, reaching a peak of over **** million in May 2021. The timing of this spike in popularity is likely influenced by the media attention paid to retail investors, generally using eTrading apps, coordinating their activity via social media to drive up the stock price of companies such as GameStop and AMC Entertainment.

This contains the historical stock price of Robinhood (ticker symbol HOOD) an American financial services company headquartered in Menlo Park, California, that facilitates commission-free trades of stocks, exchange-traded funds and cryptocurrencies via a mobile app introduced in March 2015.

The company went public on the Nasdaq on July 29, 2021, under the stock ticker HOOD. The opening price was $38, but dropped shortly afterwards to a low of $33.35 before starting to recover, reaching an all time high at $85. Subsequently, it fell sharply again after facing growing regulatory uncertainty, plunging on Q3 earnings and disclosing that a security breach affected 7 million customers.

Free-Cash-Flow-To-The-Firm Time Series for Robinhood Markets Inc. Robinhood Markets, Inc. operates financial services platform in the United States. Its platform allows users to invest in stocks, exchange-traded funds (ETFs), American depository receipts, options, gold, and cryptocurrencies. The company offers fractional trading, recurring investments, fully-paid securities lending, access to investing on margin, cash sweep, instant withdrawals, retirement program, around-the-clock trading, joint investing accounts, event contracts, and future contract services. It also provides various learning and education solutions comprise Snacks, an accessible digest of business news stories for a new generation of investors.; Learn, which is an online collection of guides, feature tutorials, and financial dictionary; Newsfeeds that offer access to free, premium news from sites from various sites, such as Barron's, Reuters, and Dow Jones. In addition, the company offers In-App Education, a resource that covers investing fundamentals, including why people invest, a stock market overview, and tips on how to define investing goals, as well as allows customers to understand the basics of investing before their first trade; and Crypto Learn and Earn, an educational module available to various crypto customers through Robinhood Learn to teach customers the basics related to cryptocurrency. Further, it provides Robinhood credit cards, cash card and spending accounts, and wallets. The company also owns and operates a digital currency marketplace that allows companies and individuals from all around the world to buy and sell bitcoin, litecoin, ethereum, ripple, and bitcoin cash. Robinhood Markets, Inc. was incorporated in 2013 and is headquartered in Menlo Park, California.

This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

Robinhood (HOOD) - Navigating the Retail Trading Revolution

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

Based on monthly active users, Robinhood is by far the most popular eTrading app in the world. As of July 2021, there were over *** million Robinhood users - over double the users of second-placed WeBull. User numbers spiked in early 2021, reaching a peak of over **** million in May 2021. The timing of this spike in popularity is likely influenced by the media attention paid to retail investors, generally using eTrading apps, coordinating their activity via social media to drive up the stock price of companies such as GameStop and AMC Entertainment.

The net revenue of the online trading platform Robinhood experienced a peak of *** million U.S. dollars in the second quarter of 2021. Following this, revenues have remained relatively stable, resting at *** million U.S. dollars in the final quarter of 2023. Robinhood came under the spotlight in January 2021, in connection with the GameStop story, when they implemented a trade halt on GameStop stocks for a few days, which benefitted the hedge funds who were still able to trade, and upset their users.

robinhood.in.th is ranked #17911 in TH with 23.83K Traffic. Categories: Restaurants. Learn more about website traffic, market share, and more!

Blockchain data query: Robinhood crypto wallet users (promo based)

Historical AI model predictions and analysis for Robinhood stock across multiple timeframes and confidence levels

This dataset contains the predicted prices of the asset Robinhood over the next 16 years. This data is calculated initially using a default 5 percent annual growth rate, and after page load, it features a sliding scale component where the user can then further adjust the growth rate to their own positive or negative projections. The maximum positive adjustable growth rate is 100 percent, and the minimum adjustable growth rate is -100 percent.

Users between 35 and 44 were ***** as active on Robinhood than they were on cryptocurrency traders. The number of users of the commission-free trading app nearly doubled in 2021. Younger users, however, were more active on cryptocurrency exchanges than on Robinhood or the websites of traditional brokers. Coinbase ranked as one of the United States' most popular crypto exchanges in 2022 - although Robinhood was also used for such ends.

Capital-Expenditures Time Series for Robinhood Markets Inc. Robinhood Markets, Inc. operates financial services platform in the United States. Its platform allows users to invest in stocks, exchange-traded funds (ETFs), American depository receipts, options, gold, and cryptocurrencies. The company offers fractional trading, recurring investments, fully-paid securities lending, access to investing on margin, cash sweep, instant withdrawals, retirement program, around-the-clock trading, joint investing accounts, event contracts, and future contract services. It also provides various learning and education solutions comprise Snacks, an accessible digest of business news stories for a new generation of investors.; Learn, which is an online collection of guides, feature tutorials, and financial dictionary; Newsfeeds that offer access to free, premium news from sites from various sites, such as Barron's, Reuters, and Dow Jones. In addition, the company offers In-App Education, a resource that covers investing fundamentals, including why people invest, a stock market overview, and tips on how to define investing goals, as well as allows customers to understand the basics of investing before their first trade; and Crypto Learn and Earn, an educational module available to various crypto customers through Robinhood Learn to teach customers the basics related to cryptocurrency. Further, it provides Robinhood credit cards, cash card and spending accounts, and wallets. The company also owns and operates a digital currency marketplace that allows companies and individuals from all around the world to buy and sell bitcoin, litecoin, ethereum, ripple, and bitcoin cash. Robinhood Markets, Inc. was incorporated in 2013 and is headquartered in Menlo Park, California.